Anomaly Detection on MVTec AD

Metric: FPS (higher is better)

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#	Model↕	FPS▼	Augmentations	Paper	Date↕	Code
1	CPR-faster(TensorRT)	1016	No	Target before Shooting: Accurate Anomaly Detecti...	2023-08-13	Code
2	EfficientAD-S	614	No	EfficientAD: Accurate Visual Anomaly Detection a...	2023-03-25	Code
3	CPR-faster	478	Yes	Target before Shooting: Accurate Anomaly Detecti...	2023-08-13	Code
4	CPR-fast(TensorRT)	362	No	Target before Shooting: Accurate Anomaly Detecti...	2023-08-13	Code
5	EfficientAD (early stopping)	269	Yes	EfficientAD: Accurate Visual Anomaly Detection a...	2023-03-25	Code
6	EfficientAD-M	269	No	EfficientAD: Accurate Visual Anomaly Detection a...	2023-03-25	Code
7	CPR-fast	245	Yes	Target before Shooting: Accurate Anomaly Detecti...	2023-08-13	Code
8	TASAD	142	No	-	-	Code
9	CPR(TensorRT)	130	No	Target before Shooting: Accurate Anomaly Detecti...	2023-08-13	Code
10	CPR	113	Yes	Target before Shooting: Accurate Anomaly Detecti...	2023-08-13	Code
11	FAPM	44.1	Yes	FAPM: Fast Adaptive Patch Memory for Real-time I...	2022-11-14	Code
12	MemSeg	31.3	Yes	MemSeg: A semi-supervised method for image surfa...	2022-05-02	Code
13	CFLOW-AD	27	No	CFLOW-AD: Real-Time Unsupervised Anomaly Detecti...	2021-07-27	Code
14	WeakREST-Un	25.2	No	Industrial Anomaly Detection and Localization Us...	2023-06-06	-
15	Fastflow	21.8	No	FastFlow: Unsupervised Anomaly Detection and Loc...	2021-11-15	Code
16	DFR	20	No	DFR: Deep Feature Reconstruction for Unsupervise...	2020-12-13	Code
17	InversionAD	11	No	Reconstruction-Free Anomaly Detection with Diffu...	2025-04-08	Code
18	PatchCore Large	5.88	No	Towards Total Recall in Industrial Anomaly Detec...	2021-06-15	Code
19	PaDiM-WR50-Rd550	4.4	No	PaDiM: a Patch Distribution Modeling Framework f...	2020-11-17	Code
20	Patch-SVDD	2.1	Yes	Patch SVDD: Patch-level SVDD for Anomaly Detecti...	2020-06-29	Code
21	DifferNet	2	Yes	Same Same But DifferNet: Semi-Supervised Defect ...	2020-08-28	Code
22	SPADE	1.5	No	Sub-Image Anomaly Detection with Deep Pyramid Co...	2020-05-05	Code

#1CPR-faster(TensorRT)SOTA
1016
FPS· 2023-08-13
Target before Shooting: Accurate Anomaly Detection and Localization under One Millisecond via Cascade Patch Retrieval Code
#2EfficientAD-SSOTA
614
FPS· 2023-03-25
EfficientAD: Accurate Visual Anomaly Detection at Millisecond-Level Latencies Code
#3CPR-faster
478
FPS· Augmentations· 2023-08-13
Target before Shooting: Accurate Anomaly Detection and Localization under One Millisecond via Cascade Patch Retrieval Code
#4CPR-fast(TensorRT)
362
FPS· 2023-08-13
Target before Shooting: Accurate Anomaly Detection and Localization under One Millisecond via Cascade Patch Retrieval Code
#5EfficientAD (early stopping)
269
FPS· Augmentations· 2023-03-25
EfficientAD: Accurate Visual Anomaly Detection at Millisecond-Level Latencies Code
#6EfficientAD-M
269
FPS· 2023-03-25
EfficientAD: Accurate Visual Anomaly Detection at Millisecond-Level Latencies Code
#7CPR-fast
245
FPS· Augmentations· 2023-08-13
Target before Shooting: Accurate Anomaly Detection and Localization under One Millisecond via Cascade Patch Retrieval Code
#8TASAD
142
FPS
No paperCode
#9CPR(TensorRT)
130
FPS· 2023-08-13
Target before Shooting: Accurate Anomaly Detection and Localization under One Millisecond via Cascade Patch Retrieval Code
#10CPR
113
FPS· Augmentations· 2023-08-13
Target before Shooting: Accurate Anomaly Detection and Localization under One Millisecond via Cascade Patch Retrieval Code
#11FAPMSOTA
44.1
FPS· Augmentations· 2022-11-14
FAPM: Fast Adaptive Patch Memory for Real-time Industrial Anomaly Detection Code
#12MemSegSOTA
31.3
FPS· Augmentations· 2022-05-02
MemSeg: A semi-supervised method for image surface defect detection using differences and commonalities Code
#13CFLOW-ADSOTA
27
FPS· 2021-07-27
CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing Flows Code
#14WeakREST-Un
25.2
FPS· 2023-06-06
Industrial Anomaly Detection and Localization Using Weakly-Supervised Residual Transformers
#15Fastflow
21.8
FPS· 2021-11-15
FastFlow: Unsupervised Anomaly Detection and Localization via 2D Normalizing Flows Code
#16DFRSOTA
20
FPS· 2020-12-13
DFR: Deep Feature Reconstruction for Unsupervised Anomaly Segmentation Code
#17InversionAD
11
FPS· 2025-04-08
Reconstruction-Free Anomaly Detection with Diffusion Models via Direct Latent Likelihood Evaluation Code
#18PatchCore Large
5.88
FPS· 2021-06-15
Towards Total Recall in Industrial Anomaly Detection Code
#19PaDiM-WR50-Rd550SOTA
4.4
FPS· 2020-11-17
PaDiM: a Patch Distribution Modeling Framework for Anomaly Detection and Localization Code
#20Patch-SVDDSOTA
2.1
FPS· Augmentations· 2020-06-29
Patch SVDD: Patch-level SVDD for Anomaly Detection and Segmentation Code
#21DifferNet
2
FPS· Augmentations· 2020-08-28
Same Same But DifferNet: Semi-Supervised Defect Detection with Normalizing Flows Code
#22SPADESOTA
1.5
FPS· 2020-05-05
Sub-Image Anomaly Detection with Deep Pyramid Correspondences Code